In Section REF , we describe a modified approach to Contrastive
Predictive Coding (CPC; [1]}) for
pre-training the screenplay-based network on a larger corpus of screenplays
(i.e., Scriptbase [2]}). The training
objective is InfoNCE (see Equation (REF )) and
considers structure-aware representations for each scene \(s_i\)  in the
screenplay.
